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Ollama vs llama.cpp for local inference

Developers and homelab operators deciding how to run local models.

Criteria

  • Choose the interface and operations model before chasing benchmark claims.
  • Track API compatibility, model format support, hardware backend, and update cadence.
  • Keep benchmark statements tied to measured hardware and model settings.

Limitations

Model quality and speed claims age quickly. Treat this as an operations guide, not a leaderboard.

Primary sources

Sponsorship and affiliate disclosure

No paid placement or affiliate compensation is attached to this guide unless a future update clearly labels it here.